Tuesday 13 October 2026Who's really on PP1 for all 32 NHL teams, measured game by game from the NHL's shift charts, not from practice lines.

Data quality

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What was measured, what was not, and what could not be. Logging what could not be computed as loudly as what could is a standing rule here.

Games ingested89
Player-games3,204
Unit-games331
Mean game quality score0.937
Quarantined0
Sourcewarehouse
Every figure derived by this engineyes

The published decomposition is checked on every build: first-unit minutes per game times goals per 60, divided by 60, must equal first-unit goals per game. The largest disagreement across all 64 units this build is 0.000000, on UTA-PP1.

Ranking pages not published for want of their inputs: best_power_play_units, pp1_players_with_no_power_play_time, defencemen_power_play_time, top10_pp_points, top10_pp_goals, top10_pp_shots, top10_pp_attempts, top10_pp_time, top10_pp_hdc, top10_pp1_time_no_points.

The full method